{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "13faa11f",
   "metadata": {},
   "source": [
    "#  猎聘、广州、广告策划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8dd92156",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页，接下来将先等待5秒...然后以继续抓取\n",
      "这是第2页，接下来将先等待9秒...然后以继续抓取\n",
      "这是第3页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第4页，接下来将先等待10秒...然后以继续抓取\n",
      "这是第5页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第6页，接下来将先等待3秒...然后以继续抓取\n",
      "这是第7页，接下来将先等待8秒...然后以继续抓取\n",
      "这是第8页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第9页，接下来将先等待6秒...然后以继续抓取\n",
      "这是第10页，接下来将先等待6秒...然后以继续抓取\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"ce043eb8a93864c47d9249b687d4adef\",\"im...</td>\n",
       "      <td>[企业策划, 网站策划, 广告策划, 文案策划, 短视频, 视频网站, 广告媒介, 公众号,...</td>\n",
       "      <td>https://www.liepin.com/job/1959743233.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20230704130514</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>广告策划</td>\n",
       "      <td>59743233</td>\n",
       "      <td>...</td>\n",
       "      <td>5a280b133760e2dead1dbdd839f5c5ba</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13582481/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广东珠江管业集团有限公司</td>\n",
       "      <td>13582481.0</td>\n",
       "      <td>金属冶炼</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"26589f3a62c07bda36d8c7038f74fcb7\",\"im...</td>\n",
       "      <td>[文案策划, 媒介策划, 广告策划, 网站策划, 营销策划, 客户管理, 广告媒体, 网络媒...</td>\n",
       "      <td>https://www.liepin.com/job/1961023089.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20230822164123</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>广告策划经理</td>\n",
       "      <td>61023089</td>\n",
       "      <td>...</td>\n",
       "      <td>aadd6feb5284fb88fe617cf9abcae704</td>\n",
       "      <td>64b290564767061a4c09cecc04u.png</td>\n",
       "      <td>https://www.liepin.com/company/9770323/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>京东物流</td>\n",
       "      <td>9770323.0</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>5f3b73cb9d37de587955cfe104u.png</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"4b0541da576efe8d816841a4612c5b46\",\"im...</td>\n",
       "      <td>[营销策划, 广告策划, 文案策划, 网站策划, 广告媒介, 广告/传媒/文化, IT/互联...</td>\n",
       "      <td>https://www.liepin.com/job/1963121211.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20231122174436</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广告策划</td>\n",
       "      <td>63121211</td>\n",
       "      <td>...</td>\n",
       "      <td>f50982b6b6a4646b0a0465cbb5fe98a9</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9739457/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州信日信息科技有限公司</td>\n",
       "      <td>9739457.0</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>5c6bb406509919c4f5f7271203u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"a506ec64d25e55b7e613caf6959a29cf\",\"im...</td>\n",
       "      <td>[新媒体策划, KOL, 新媒体, 乙方公司背景, 广告/传媒/文化, 小红书平台]</td>\n",
       "      <td>https://www.liepin.com/job/1962637321.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20231122152005</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>新媒体广告策划</td>\n",
       "      <td>62637321</td>\n",
       "      <td>...</td>\n",
       "      <td>3cb0cdf1bbcf3fb2a0e8821c0a73b668</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8049675/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广州致格广告有限公司</td>\n",
       "      <td>8049675.0</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>5ea111db4ff090104e35198b03u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"f6d635b5b40785c98c8c33ff4072bd7f\",\"im...</td>\n",
       "      <td>[广告策划, 营销策划, 4A公司背景, to B, 广告/传媒/文化, IT/互联网/软件...</td>\n",
       "      <td>https://www.liepin.com/job/1948061671.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20231130154242</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广告策划</td>\n",
       "      <td>48061671</td>\n",
       "      <td>...</td>\n",
       "      <td>13b4fbc929297c57cab68a818831b544</td>\n",
       "      <td>6247b4bc8c74e57d84e936f405u.png</td>\n",
       "      <td>https://www.liepin.com/company/7855801/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>宝宝树</td>\n",
       "      <td>7855801.0</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>5d81843d28021708fa48783504u.png</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"86d22451bbb3e538682ac4ff34d2e39d\",\"im...</td>\n",
       "      <td>[品牌推广, 市场推广, 市场拓展, 活动策划]</td>\n",
       "      <td>https://www.liepin.com/a/50860503.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20231115092849</td>\n",
       "      <td>广州</td>\n",
       "      <td>市场营销总监（奢侈品牌）</td>\n",
       "      <td>50860503</td>\n",
       "      <td>...</td>\n",
       "      <td>9032fd67ed40cad8f2d323d417059229</td>\n",
       "      <td>641d73fe21fc690ecfd3247306u.png</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某广州服装/纺织/皮革上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"800026772075b90be72b2bd2fb5ab3f4\",\"im...</td>\n",
       "      <td>[财富管理, 项目管理, 业务推动, 团队建设, 零售业务]</td>\n",
       "      <td>https://www.liepin.com/a/50109717.shtml</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20231017152826</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>零售项目经理（财富方向）</td>\n",
       "      <td>50109717</td>\n",
       "      <td>...</td>\n",
       "      <td>42e150c00a2641f4f78a78ab9f9da382</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td></td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某银行上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>银行</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"9a0a8a3c4b8baaa071de52c3bc0b6279\",\"im...</td>\n",
       "      <td>[本科, 影视动画, 创意策划, MG/3D动画]</td>\n",
       "      <td>https://www.liepin.com/lptjob/62312229</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20231018181043</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>影视动画设计管培生</td>\n",
       "      <td>62312229</td>\n",
       "      <td>...</td>\n",
       "      <td>bef248641c66d93a77ef0dfa1713ba30</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8521096/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>凡拓数创</td>\n",
       "      <td>8521096.0</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5bfe9d7774719d2aa34b638903a.png</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"64a26ce3983c4b5e8fa263ed17de85b1\",\"im...</td>\n",
       "      <td>[6个月, 提供转正, 本科, 市场策划, 自媒体, 公众号, 短视频, IT/互联网/软件...</td>\n",
       "      <td>https://www.liepin.com/lptjob/61110385</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20230825104126</td>\n",
       "      <td>广州</td>\n",
       "      <td>运营文案</td>\n",
       "      <td>61110385</td>\n",
       "      <td>...</td>\n",
       "      <td>71ee387c11199ed0dddb555967b1c77b</td>\n",
       "      <td>6224678d8eba3d325c9e087b08u.png</td>\n",
       "      <td>https://www.liepin.com/company/8110918/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广州悦派信息科技有限公司</td>\n",
       "      <td>8110918.0</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5e8bd86e37483e328d7393b407u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>实习</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...</td>\n",
       "      <td>{\"imId\":\"676d999959b169a413dd84912f51618a\",\"im...</td>\n",
       "      <td>[本科, 内容运营, 电子商务, 电商平台]</td>\n",
       "      <td>https://www.liepin.com/lptjob/60913093</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20230904120236</td>\n",
       "      <td>广州</td>\n",
       "      <td>[2024校招]电商类-电商内容运营</td>\n",
       "      <td>60913093</td>\n",
       "      <td>...</td>\n",
       "      <td>5f2d2aca3bc9f238792a23abf17fabb3</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/8278552/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>屈臣氏中国</td>\n",
       "      <td>8278552.0</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>64d43e1b8ba4fa0b70692f0903u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>386 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "1   %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "2   %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "3   %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "4   %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "..                                                ...   \n",
       "21  %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "22  %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "23  %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "24  %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "25  %7B%22ckId%22%3A%22bbj6whpz3502xykws0ti6rlvtwq...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"ce043eb8a93864c47d9249b687d4adef\",\"im...   \n",
       "1   {\"imId\":\"26589f3a62c07bda36d8c7038f74fcb7\",\"im...   \n",
       "2   {\"imId\":\"4b0541da576efe8d816841a4612c5b46\",\"im...   \n",
       "3   {\"imId\":\"a506ec64d25e55b7e613caf6959a29cf\",\"im...   \n",
       "4   {\"imId\":\"f6d635b5b40785c98c8c33ff4072bd7f\",\"im...   \n",
       "..                                                ...   \n",
       "21  {\"imId\":\"86d22451bbb3e538682ac4ff34d2e39d\",\"im...   \n",
       "22  {\"imId\":\"800026772075b90be72b2bd2fb5ab3f4\",\"im...   \n",
       "23  {\"imId\":\"9a0a8a3c4b8baaa071de52c3bc0b6279\",\"im...   \n",
       "24  {\"imId\":\"64a26ce3983c4b5e8fa263ed17de85b1\",\"im...   \n",
       "25  {\"imId\":\"676d999959b169a413dd84912f51618a\",\"im...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0   [企业策划, 网站策划, 广告策划, 文案策划, 短视频, 视频网站, 广告媒介, 公众号,...   \n",
       "1   [文案策划, 媒介策划, 广告策划, 网站策划, 营销策划, 客户管理, 广告媒体, 网络媒...   \n",
       "2   [营销策划, 广告策划, 文案策划, 网站策划, 广告媒介, 广告/传媒/文化, IT/互联...   \n",
       "3          [新媒体策划, KOL, 新媒体, 乙方公司背景, 广告/传媒/文化, 小红书平台]   \n",
       "4   [广告策划, 营销策划, 4A公司背景, to B, 广告/传媒/文化, IT/互联网/软件...   \n",
       "..                                                ...   \n",
       "21                           [品牌推广, 市场推广, 市场拓展, 活动策划]   \n",
       "22                     [财富管理, 项目管理, 业务推动, 团队建设, 零售业务]   \n",
       "23                          [本科, 影视动画, 创意策划, MG/3D动画]   \n",
       "24  [6个月, 提供转正, 本科, 市场策划, 自媒体, 公众号, 短视频, IT/互联网/软件...   \n",
       "25                             [本科, 内容运营, 电子商务, 电商平台]   \n",
       "\n",
       "                                       job.link  job.advViewFlag  job.topJob  \\\n",
       "0   https://www.liepin.com/job/1959743233.shtml            False       False   \n",
       "1   https://www.liepin.com/job/1961023089.shtml            False       False   \n",
       "2   https://www.liepin.com/job/1963121211.shtml            False       False   \n",
       "3   https://www.liepin.com/job/1962637321.shtml            False       False   \n",
       "4   https://www.liepin.com/job/1948061671.shtml            False       False   \n",
       "..                                          ...              ...         ...   \n",
       "21      https://www.liepin.com/a/50860503.shtml            False       False   \n",
       "22      https://www.liepin.com/a/50109717.shtml            False       False   \n",
       "23       https://www.liepin.com/lptjob/62312229            False       False   \n",
       "24       https://www.liepin.com/lptjob/61110385            False       False   \n",
       "25       https://www.liepin.com/lptjob/60913093            False       False   \n",
       "\n",
       "   job.refreshTime  job.dq           job.title job.jobId  ...  \\\n",
       "0   20230704130514  广州-海珠区                广告策划  59743233  ...   \n",
       "1   20230822164123  广州-黄埔区              广告策划经理  61023089  ...   \n",
       "2   20231122174436  广州-天河区                广告策划  63121211  ...   \n",
       "3   20231122152005  广州-天河区             新媒体广告策划  62637321  ...   \n",
       "4   20231130154242  广州-天河区                广告策划  48061671  ...   \n",
       "..             ...     ...                 ...       ...  ...   \n",
       "21  20231115092849      广州        市场营销总监（奢侈品牌）  50860503  ...   \n",
       "22  20231017152826  广州-天河区        零售项目经理（财富方向）  50109717  ...   \n",
       "23  20231018181043  广州-天河区           影视动画设计管培生  62312229  ...   \n",
       "24  20230825104126      广州                运营文案  61110385  ...   \n",
       "25  20230904120236      广州  [2024校招]电商类-电商内容运营  60913093  ...   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   5a280b133760e2dead1dbdd839f5c5ba  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "1   aadd6feb5284fb88fe617cf9abcae704  64b290564767061a4c09cecc04u.png   \n",
       "2   f50982b6b6a4646b0a0465cbb5fe98a9  5f8f986aea60860b75384fab08u.jpg   \n",
       "3   3cb0cdf1bbcf3fb2a0e8821c0a73b668  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "4   13b4fbc929297c57cab68a818831b544  6247b4bc8c74e57d84e936f405u.png   \n",
       "..                               ...                              ...   \n",
       "21  9032fd67ed40cad8f2d323d417059229  641d73fe21fc690ecfd3247306u.png   \n",
       "22  42e150c00a2641f4f78a78ab9f9da382  5f8fa3a78dbe6273dcf85e2608u.png   \n",
       "23  bef248641c66d93a77ef0dfa1713ba30  5f8f9865ea60860b75384fa508u.jpg   \n",
       "24  71ee387c11199ed0dddb555967b1c77b  6224678d8eba3d325c9e087b08u.png   \n",
       "25  5f2d2aca3bc9f238792a23abf17fabb3  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "\n",
       "                                   comp.link comp.compScale    comp.compName  \\\n",
       "0   https://www.liepin.com/company/13582481/       100-499人     广东珠江管业集团有限公司   \n",
       "1    https://www.liepin.com/company/9770323/       10000人以上             京东物流   \n",
       "2    https://www.liepin.com/company/9739457/       100-499人     广州信日信息科技有限公司   \n",
       "3    https://www.liepin.com/company/8049675/          1-49人       广州致格广告有限公司   \n",
       "4    https://www.liepin.com/company/7855801/       100-499人              宝宝树   \n",
       "..                                       ...            ...              ...   \n",
       "21                                               2000-5000人  某广州服装/纺织/皮革上市公司   \n",
       "22                                              5000-10000人          某银行上市公司   \n",
       "23   https://www.liepin.com/company/8521096/     1000-2000人             凡拓数创   \n",
       "24   https://www.liepin.com/company/8110918/          1-49人     广州悦派信息科技有限公司   \n",
       "25   https://www.liepin.com/company/8278552/       10000人以上            屈臣氏中国   \n",
       "\n",
       "   comp.compId comp.compIndustry                    comp.compLogo  \\\n",
       "0   13582481.0              金属冶炼  61b07937d0458d53c627567e02u.jpg   \n",
       "1    9770323.0          货运/物流/仓储  5f3b73cb9d37de587955cfe104u.png   \n",
       "2    9739457.0          广告/公关/会展  5c6bb406509919c4f5f7271203u.png   \n",
       "3    8049675.0          广告/公关/会展  5ea111db4ff090104e35198b03u.png   \n",
       "4    7855801.0           在线社交/媒体  5d81843d28021708fa48783504u.png   \n",
       "..         ...               ...                              ...   \n",
       "21         NaN          服装/纺织/皮革  60e2fe0bf3df194a3c48adb502u.png   \n",
       "22         NaN                银行  60e2fe0bf3df194a3c48adb502u.png   \n",
       "23   8521096.0             计算机软件  5bfe9d7774719d2aa34b638903a.png   \n",
       "24   8110918.0             计算机软件  5e8bd86e37483e328d7393b407u.jpg   \n",
       "25   8278552.0             批发/零售  64d43e1b8ba4fa0b70692f0903u.png   \n",
       "\n",
       "   comp.compStage  job.campusJobKind  \n",
       "0             NaN                NaN  \n",
       "1            港股上市                NaN  \n",
       "2             NaN                NaN  \n",
       "3           融资未公开                NaN  \n",
       "4            港股上市                NaN  \n",
       "..            ...                ...  \n",
       "21            已上市                NaN  \n",
       "22            已上市                NaN  \n",
       "23         沪深A股上市                 应届  \n",
       "24          融资未公开                 实习  \n",
       "25            NaN                 应届  \n",
       "\n",
       "[386 rows x 32 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import crawl_liepin\n",
    "af = crawl_liepin.crawl(城市=\"广州\",关键词=\"广告策划\")\n",
    "af"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20a5df23",
   "metadata": {},
   "source": [
    "# 详情页面的信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8e56bbb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import time\n",
    "\n",
    "def crawl_text_from_link(url):\n",
    "    headers = {\n",
    "        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36'\n",
    "    }\n",
    "\n",
    "    response = requests.get(url, headers=headers, timeout=10)\n",
    "    response.raise_for_status()  \n",
    "\n",
    "    time.sleep(2)  \n",
    "\n",
    "    soup = BeautifulSoup(response.text, 'html.parser')\n",
    "    \n",
    "    \n",
    "    paragraphs = soup.find_all('p')  \n",
    "    text_from_link = '\\n'.join([paragraph.get_text() for paragraph in paragraphs])\n",
    "\n",
    "    return text_from_link\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "aff75fbc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "猎聘安全中心\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "response = requests.get('https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92&suggestTag=&workYearCode=1&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&sfrom=search_job_pc&ckId=shuy5krhmufs09qovp88j0jb7v6ois39&scene=condition&skId=shuy5krhmufs09qovp88j0jb7v6ois39&fkId=shuy5krhmufs09qovp88j0jb7v6ois39&suggestId=')\n",
    "\n",
    "soup = BeautifulSoup(response.text, 'html.parser')\n",
    "\n",
    "page_text = soup.get_text()\n",
    "\n",
    "print(page_text)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4cf40800",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在处理链接: https://www.liepin.com/job/1959743233.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961023089.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963121211.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962637321.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1948061671.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1954417771.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957145127.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961458305.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944382481.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955148701.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1927298431.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961477717.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959106999.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50867443.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960498013.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50846967.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961829817.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50676955.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50949115.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49742691.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953412179.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962441395.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959314443.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960666761.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959866331.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939032283.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957755785.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961722325.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953722501.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961821995.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939520923.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941622165.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960779457.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957005931.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947766565.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918108443.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950879589.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1951554013.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940353387.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952780043.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1920445159.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963288735.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962687067.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962608925.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958895569.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963225041.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963224771.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962994293.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952485069.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958368307.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1943955269.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939439921.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944784209.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962857409.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934019149.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962749643.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962929527.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953126559.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955269335.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960824379.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962488883.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50473119.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963316579.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963307165.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963305787.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963299097.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/51256479.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962650347.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956699973.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960600507.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962773891.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960793307.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960413897.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/51125755.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960901069.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962799845.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953030255.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1921709769.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955303517.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49791717.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962831093.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961706183.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50580557.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1943188763.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918682929.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962063889.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958181899.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50666629.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953049105.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961728785.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958870265.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1945469761.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962854291.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962567027.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957722281.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956967105.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952227277.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962740849.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956509547.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960366221.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50562897.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50293759.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962734781.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950530389.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50874999.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957955855.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959029481.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959371557.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1951955249.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1948306535.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958503537.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956707997.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956509855.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963151133.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50496855.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940518239.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1951952347.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962218539.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960558699.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960952273.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960788823.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960677337.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959179713.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958497169.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49556301.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49450721.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49600893.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959252273.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958330897.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960352717.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947891641.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1936809493.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50016481.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955259123.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958276361.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962975919.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958437417.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49574945.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952063805.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960558875.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1948541087.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/51160743.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1954829507.shtml\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962095339.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959200133.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960310169.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947917917.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961590389.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961775797.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1949005007.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944594481.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959581537.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956612295.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960834201.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961693495.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957476523.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956940325.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/49689127.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961386935.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961447153.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941317553.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961408873.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959853167.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957367635.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958754093.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939434381.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1948143625.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961678575.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960350973.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947057293.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959959733.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1933136385.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1937286365.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963215267.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960201659.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1933578365.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961670679.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958781139.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959500923.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958279059.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955039921.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957436383.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958158467.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1954749317.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955397075.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961229861.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962073341.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955975901.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956600555.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959879831.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957675651.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934484847.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960710979.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1949847117.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962280211.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1924395073.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940975281.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961943261.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961017673.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961699419.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960488545.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963189509.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961943047.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961785277.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941749099.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1927327179.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952096251.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963025733.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1942327423.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953547793.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957186341.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958032095.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1946913579.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1924946637.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958007707.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957924811.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1961251637.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955565629.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958279807.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952969437.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1962166047.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958151107.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958126237.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947619165.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1937928783.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957482637.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957416377.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950568757.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1946422311.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1916827113.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958303389.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947056849.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960907667.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1942502389.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1928461757.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963207723.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955801793.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956966849.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960270933.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959011011.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955993491.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1929898095.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958888113.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1924991909.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1926662461.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959570069.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952277601.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1933503459.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1929130209.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1917293721.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956147555.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957028979.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941142769.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950448613.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934595511.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1922533899.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944554921.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955539493.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941465315.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952484915.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939640285.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1933705309.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1917999205.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958673221.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1930968135.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1930341077.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956048719.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918727923.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958007815.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1927690695.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1954757479.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1957029567.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1958925907.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1937815997.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1938034787.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952223455.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1955814769.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1932302463.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939847047.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1931975391.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944812143.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941548481.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1951347381.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939795347.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1942543091.shtml\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1925947891.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1936936811.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1927650297.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956861161.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1932531967.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1927277323.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953337129.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952276849.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950171473.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1943319599.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1951646963.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940975123.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940240257.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1945754017.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1936193851.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950132065.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939436959.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947018369.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1919504333.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952018433.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1930932313.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1951696475.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1935750045.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1952484775.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1922534005.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934961563.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918621853.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1946672789.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1942838451.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939521475.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1919548781.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1924283649.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1926047563.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1916996109.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934235593.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918546357.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1942689965.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1926928221.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1945030851.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1926048029.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1938291867.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944522593.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1919407543.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1948191425.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1935637001.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950765475.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1945933221.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947349113.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944751915.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1938861055.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1931298233.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947552699.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1936986067.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934744211.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1913078485.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1937225193.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1948266163.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1925320953.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1938279159.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1937873697.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1939732169.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1941695991.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940133535.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1928291105.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1947305903.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1953966747.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1946266675.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1934525853.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1936360911.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918952105.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1926480721.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1931211427.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950791323.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1942870949.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1927543921.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1922554295.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1928617999.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1925246575.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1954687837.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1937846795.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1950669063.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1940034265.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1932883737.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1944874069.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1925366953.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963341947.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1963325477.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1960896665.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1959167679.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1956135663.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1930478941.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1925443781.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1921573021.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1918919497.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/job/1910777461.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50880359.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50860503.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/a/50109717.shtml\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/lptjob/62312229\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/lptjob/61110385\n",
      "[]\n",
      "[]\n",
      "正在处理链接: https://www.liepin.com/lptjob/60913093\n",
      "[]\n",
      "[]\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "def crawl_text_from_link(url):\n",
    "    headers = {\n",
    "        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36'\n",
    "    }\n",
    "\n",
    "    response = requests.get(url)\n",
    "    \n",
    "    if response.status_code == 200:\n",
    "        soup = BeautifulSoup(response.text, 'html.parser')\n",
    "        \n",
    "        job_descriptions = []\n",
    "        skill_requirements = []\n",
    "        \n",
    "        job_description_tags = soup.find_all('div', class_='job-description')\n",
    "        for job_description_tag in job_description_tags:\n",
    "            job_description = job_description_tag.get_text()\n",
    "            job_descriptions.append(job_description)\n",
    "        \n",
    "        skill_requirements_tags = soup.find_all('div', class_='skill-requirements')\n",
    "        for skill_requirements_tag in skill_requirements_tags:\n",
    "            skill_requirement = skill_requirements_tag.get_text()\n",
    "            skill_requirement.strip()  # 去除首尾空格\n",
    "            skill_requirement = skill_requirement[:-1] if skill_requirement[-1] == '.' else skill_requirement\n",
    "            skill_requirement = skill_requirement.replace('\\n', ' ')  # 去除换行符并替换为空格\n",
    "            skill_requirement = skill_requirement.replace('&nbsp;', ' ')  # 替换非换行空格\n",
    "            skill_requirement = skill_requirement.strip()  # 再次去除首尾空格\n",
    "            skill_requirement = \"技能要求: \" + skill_requirement if skill_requirement else \"未找到技能要求\"\n",
    "            skill_requirement = skill_requirement[:-1] if skill_requirement[-1] == '.' else skill_requirement\n",
    "            skill_requirements.append(skill_requirement)  # 将技能要求添加到技能要求列表中\n",
    "        \n",
    "        return job_descriptions, skill_requirements  # 返回工作描述和技能要求的列表\n",
    "    else:\n",
    "        return f\"无法从 {url} 检索数据\"\n",
    "\n",
    "links = af['job.link'].tolist()\n",
    "\n",
    "for url in links:\n",
    "    print(f\"正在处理链接: {url}\")\n",
    "    text, skills = crawl_text_from_link(url) \n",
    "    print(text)  # 工作描述列表\n",
    "    print(skills)  # 技能要求列表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31d70f6d",
   "metadata": {},
   "source": [
    "# 结果分析的词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca314c19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"cf6e549e3ded4fda9c6d189fba3bfb91\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_cf6e549e3ded4fda9c6d189fba3bfb91 = echarts.init(\n",
       "                    document.getElementById('cf6e549e3ded4fda9c6d189fba3bfb91'), 'white', {renderer: 'canvas'});\n",
       "                var option_cf6e549e3ded4fda9c6d189fba3bfb91 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"diamond\",\n",
       "            \"rotationRange\": [\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                20,\n",
       "                100\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 16,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(91,10,29)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 12,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(132,107,128)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u7ecf\\u7406\",\n",
       "                    \"value\": 10,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(27,59,117)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 9,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(1,23,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u603b\\u76d1\",\n",
       "                    \"value\": 7,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(117,32,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u6848\",\n",
       "                    \"value\": 7,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(54,136,69)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u7ecf\\u7406\",\n",
       "                    \"value\": 6,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(155,52,66)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u8425\\u9500\\u603b\\u76d1\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,159,40)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u603b\\u76d1\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(93,120,128)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(12,114,102)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u5a92\\u4f53\\u8fd0\\u8425\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(29,84,127)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u6848\\u7f16\\u8f91\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(71,48,104)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77ed\\u89c6\\u9891\\u7f16\\u5bfc\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(35,109,9)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(53,88,75)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7b56\\u5212\\u54a8\\u8be2\\u5e08\\u52a9\\u7406\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(148,89,71)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212\\u603b\\u76d1\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(73,47,94)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\\u603b\\u76d1\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(73,20,146)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d3b\\u52a8\\u7b56\\u5212\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(112,75,48)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5546\\u52a1\\u7ecf\\u7406\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(91,60,45)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(4,160,111)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e73\\u9762\\u8bbe\\u8ba1\\u5e08\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(95,11,37)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,51,158)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u6848\\u7b56\\u5212\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(86,103,105)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6548\\u679c\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(83,14,51)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u63a8\\u5e7f\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(11,48,49)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u8fd0\\u8425\\u90e8\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(156,150,100)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(111,138,30)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u521b\\u610f\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(128,140,128)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u52a9\\u7406\\u5ba2\\u6237\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(1,132,156)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u623f\\u5730\\u4ea7\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(128,16,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(73,55,120)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u62c5\\u5f53\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(140,104,157)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u4f01\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,64,30)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(160,109,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a92\\u4f53\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(55,56,143)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9879\\u76ee\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(56,112,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e3b\\u521b\\u7b56\\u5212\\u5e08\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(71,135,79)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(97,7,47)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u5ba2\\u6237\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(128,35,154)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e3b\\u7b14\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(145,4,23)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(58,70,5)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u7b56\\u5212\\u603b\\u76d1\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(30,54,85)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(53,46,127)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f16\\u5bfc\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(117,44,5)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(71,56,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(140,46,2)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(1,0,78)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u8fd0\\u8425\\u603b\\u76d1\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(102,136,18)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(96,42,136)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(53,104,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u6848\\u7b56\\u5212\\u4e13\\u5458\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(93,136,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u6295\\u653e\\u4f18\\u5316\\u5e08\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(133,59,110)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u54c1\\u724c\\u7b56\\u5212\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(132,61,133)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4fe1\\u606f\\u6d41\\u4f18\\u5316\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,103,85)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u793a\\u7b56\\u5212\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(116,30,98)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(50,86,134)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(93,117,140)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u5a92\\u4f53\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(53,108,103)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(150,140,136)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(67,79,132)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76f4\\u64ad\\u5546\\u52a1\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(69,57,45)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5ba2\\u670d\\u4e3b\\u4efb\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(140,110,96)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u620f\\u53d1\\u884c\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(75,128,50)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(159,9,31)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d3b\\u52a8\\u7b56\\u5212\\u6267\\u884c\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(13,121,81)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u81ea\\u5a92\\u4f53\\u8fd0\\u8425\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(121,2,83)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u7b56\\u5212\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(76,53,39)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u9986\\u5185\\u5bb9\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(66,61,12)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Facebook\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(6,20,27)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u521b\\u610f\\u5185\\u5bb9\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(0,152,69)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,47,110)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u8425\\u9500\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(143,133,61)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(64,53,109)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u89c6\\u9891\\u526a\\u8f91\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(157,14,152)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u987e\\u95ee--\\u5e7f\\u5dde\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(11,65,56)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u5e7f\\u544a\\u7f8e\\u672f\\u6307\\u5bfc\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(25,69,27)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"facebook\\u5e7f\\u544a\\u6295\\u653e\\u4e0e\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(131,63,86)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1KOL\\u8425\\u9500\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(89,151,102)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u8425\\u9500\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(77,33,22)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u7ecf\\u7406\\u5e95\\u85aa7500\\u5143\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(28,101,93)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6574\\u5408\\u8425\\u9500\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(30,105,157)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u8425\\u9500\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(36,8,11)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u89c6\\u9891\\u7f16\\u5bfc\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(28,18,8)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8ba1\\u8c03\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(82,62,9)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9879\\u76ee\\u7ecf\\u7406-\\u5e7f\\u4e1c\\u5206\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(1,51,84)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e92\\u8054\\u7f51\\u5e7f\\u544a\\u9500\\u552e\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(124,74,158)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f01\\u5212\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(160,88,64)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8ba1\\u8c03\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(97,76,11)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u7565\\u9ad8\\u7ea7\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(28,8,131)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u90e8\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(70,108,105)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u89c6\\u9891\\u540e\\u671f\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(56,154,118)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u6e20\\u9053\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(89,13,39)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\\u4ee3\\u8868\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(43,32,105)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9879\\u76ee\\u7b56\\u5212\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(68,16,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u90e8\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,120,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u7565\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(79,48,122)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u8fd0\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(14,7,136)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u8425\\u9500\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(24,96,29)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u5b57\\u7f16\\u8f91\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(111,115,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u63a8\\u5e7f\\u52a9\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(7,61,107)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(21,105,90)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u64b0\\u6587\\u6307\\u5bfc\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(53,35,19)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(149,85,134)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6296\\u97f3\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(88,66,87)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u521b\\u610f\\u603b\\u76d1-\\u77e5\\u540d\\u5bb6\\u5c45\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(69,87,109)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u8425\\u9500\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(72,131,65)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(7,100,74)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u978b\\u670d\\u54c1\\u724c\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(132,154,26)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u96f6\\u552e\\u9879\\u76ee\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(40,14,85)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f71\\u89c6\\u52a8\\u753b\\u8bbe\\u8ba1\\u7ba1\\u57f9\\u751f\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(69,6,123)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u6587\\u6848\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(135,59,93)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u7b56\\u5212\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(54,51,41)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u4ea7\\u54c1\\u5f00\\u53d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(152,72,104)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u793e\\u7fa4\\u6d3b\\u52a8\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(126,88,151)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u62db\\u5546\\u8fd0\\u8425\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(11,51,108)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u52a9\\u7406\\u5ba2\\u6237\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(14,113,59)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5ba2\\u6237\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(51,37,157)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u526f\\u603b\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(20,159,112)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7b56\\u5212\\u54a8\\u8be2\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(12,45,157)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5934\\u6761--\\u9500\\u552e\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(67,87,26)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u8fd0\\u8425\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(43,117,140)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u6587\\u6848\\u7f16\\u8f91\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(116,140,122)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u63a8\\u5e7f\\u4e1a\\u52a1\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(106,9,123)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(128,144,152)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77ed\\u89c6\\u9891\\u5236\\u4f5c\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(8,5,77)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(76,11,66)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6296\\u97f3\\u89c6\\u9891\\u7f16\\u5bfc\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,137,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u8425\\u9500\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(59,135,31)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u80fd\\u697c\\u5b87\\u5546\\u52a1\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(102,82,8)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a5a\\u793c\\u7b56\\u5212\\u5e08\\u52a9\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(21,120,108)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u8425\\u9500\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(71,1,87)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f51\\u7ad9\\u7ef4\\u62a4\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(16,13,0)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f51\\u7edc\\u63a8\\u5e7f\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(79,104,121)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79c1\\u57df\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(32,104,67)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8ddf\\u5355\\u5ba2\\u670d\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(87,112,82)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u54a8\\u8be2\\u5e08\\u52a9\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(133,63,145)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5730\\u4ea7\\u5e7f\\u544a\\u8bbe\\u8ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(37,79,6)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u623f\\u5730\\u4ea7\\u9879\\u76ee\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(86,53,154)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u54c1\\u724c\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(57,5,27)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u884c\\u653f\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(117,97,34)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u7565\\u526f\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,85,131)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u6218\\u7565\\u5206\\u6790\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(63,138,32)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7b56\\u5212\\u7ecf\\u7406\\u52a9\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(128,80,59)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"CMO\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(18,66,81)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533b\\u7f8e\\u54c1\\u724c\\u8d1f\\u8d23\\u4eba\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(140,142,36)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u9986\\u7b56\\u5212\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(134,27,67)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9996\\u5e2d\\u8425\\u9500\\u5b98\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(49,106,110)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u9986\\u7b56\\u5212\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,157,56)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u4f01\\u5212\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(136,117,122)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u5c97\\u65e7\\u6539\\u9879\\u76ee\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(9,131,81)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u620f\\u5e7f\\u544a\\u521b\\u610f\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(149,100,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77ed\\u5267\\u77ed\\u89c6\\u9891\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(19,77,154)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\\u4e3b\\u4efb\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(105,146,46)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e3b\\u521b\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(135,84,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u76f4\\u64ad\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(37,39,77)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(124,36,94)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6444\\u5f71\\u7f8e\\u672f\\u6307\\u5bfc\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(35,61,23)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u62db\\u751f\\u5ba3\\u4f20\\u5c97\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(144,63,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u793a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(105,84,77)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u521b\\u610f\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(131,154,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5185\\u5bb9\\u8425\\u9500\\u4e3b\\u7ba1 \",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(58,15,66)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u623f\\u5730\\u4ea7\\u9879\\u76ee\\u8425\\u9500\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(145,21,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1688\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(130,143,12)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u5a92\\u4f53\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(148,119,39)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(114,125,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f71\\u89c6\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(157,33,126)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6548\\u679c\\u5e7f\\u544a\\u7b56\\u5212\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(110,66,151)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6548\\u679c\\u5e7f\\u544a\\u7b56\\u5212 \\u5e74\\u85aa35-45\\u4e07\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(88,121,120)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u5e7f\\u544a\\u7b56\\u5212-3c\\u884c\\u4e1a\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(11,134,29)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212\\u7ecf\\u7406-\\u5e7f\\u5dde\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(13,102,114)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u89c6\\u9891\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(43,88,20)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a92\\u4ecb\\u5e7f\\u544a\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(82,27,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212\\u6587\\u6848\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(151,122,64)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u623f\\u4ea7\\u884c\\u4e1a\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(86,98,147)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u620f\\u5e7f\\u544a\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(21,15,42)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u7b56\\u5212-\\u4ea4\\u901a\\u884c\\u4e1a\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(91,53,138)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u620f\\u8425\\u9500\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(110,14,136)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u963f\\u91cc\\u5df4\\u5df4\\u56fd\\u9645\\u7ad9\\u62db\\u5546\\u5ba2\\u6237\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(159,74,140)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8de8\\u5883\\u7535\\u5546\\u9500\\u552e\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(132,36,109)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a92\\u4ecb\\u63a8\\u5e7f\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(135,71,153)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516c\\u5173\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(25,112,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e20\\u9053\\u5546\\u52a1\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(18,131,61)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u89c6\\u9891\\u7f16\\u5bfc\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(40,15,42)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6574\\u5408\\u8425\\u9500\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(46,101,41)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d41\\u91cf\\u4e0e\\u7528\\u6237\\u8fd0\\u8425\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(28,43,82)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c0f\\u7ea2\\u4e66\\u5546\\u52a1\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(15,53,7)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"crm\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(45,137,94)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u89c6\\u9891\\u526a\\u8f91\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(107,114,154)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u793e\\u7fa4\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,22,39)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5305\\u88c5\\u8bbe\\u8ba1\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,38,136)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u90fd\\u57ce\\u5efa\\u516c\\u53f8\\u8425\\u9500\\u7ba1\\u7406\\u90e8 \\u7b56\\u5212\\u5c97\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(3,77,125)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"CMO\\u9996\\u5e2d\\u8425\\u9500\\u5b98\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(150,151,98)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"UI\\u8fd0\\u8425\\u5c97\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(118,98,108)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u521b\\u610f\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(108,70,20)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ee3\\u8fd0\\u8425\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(13,39,63)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(63,16,72)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e20\\u9053\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(21,39,79)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u521b\\u610f\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(60,147,85)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5934\\u6761-\\u5e7f\\u544a\\u6295\\u653e\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(48,110,72)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f51\\u7edc\\u5e73\\u53f0\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(77,59,156)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u5bb6\\u7ebf\\u4e0a\\u8425\\u9500\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(132,34,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c0f\\u7ea2\\u4e66\\u5546\\u52a1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(63,28,132)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(51,50,7)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b9\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(154,99,100)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8de8\\u5883\\u7535\\u5546\\u72ec\\u7acb\\u7ad9\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,126,73)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1KOL\\u8425\\u9500\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(78,28,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u89c8\\u5c55\\u793a\\u7b56\\u5212\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(76,141,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u56fd\\u9645\\u5e02\\u573a\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(100,145,121)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\\u7ecf\\u7406\\u5c97\\u4f4dJD\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(44,134,8)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7528\\u6237\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(130,137,54)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u56fd\\u9645\\u5316\\u7535\\u5546\\u5e7f\\u544a\\u9500\\u552e\\u7ecf\\u7406\\u2014\\u62d3\\u65b0\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(6,83,100)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u56fd\\u9645\\u4e8b\\u4e1a\\u90e8\\u54c1\\u724c\\u8425\\u9500\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(7,149,24)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d3e\\u5bf9\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(25,133,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u62d3\\u5c55\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(48,57,30)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f01\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(37,118,99)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u544a\\u9500\\u552e\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(14,95,47)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516c\\u5173\\u7b56\\u5212\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(144,71,93)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5546\\u7ba1\\u603b\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(94,15,42)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u6587\\u6848\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(141,151,38)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u5916\\u793e\\u5a92\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,130,87)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d44\\u6df1\\u6587\\u6848\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(4,107,116)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"GT-\\u76f4\\u5ba2\\u9500\\u552e-\\u7535\\u5546\\u884c\\u4e1a-\\u5e7f\\u5dde\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(112,36,70)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6296\\u97f3\\u89c6\\u9891\\u7b56\\u5212\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(49,11,76)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533a\\u57df\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(152,57,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u7b56\\u5212\\u5c97\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(3,48,45)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u7b56\\u5212\\u7ecf\\u7406 \",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(85,56,74)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7b56\\u5212\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(92,45,32)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u5a92\\u4f53\\u8fd0\\u8425\\u4e13\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(1,6,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"[2024\\u6821\\u62db]\\u7535\\u5546\\u7c7b-\\u7535\\u5546\\u5185\\u5bb9\\u8fd0\\u8425\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(84,67,109)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5c97\\u4f4d\\u540d\\u79f0\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_cf6e549e3ded4fda9c6d189fba3bfb91.setOption(option_cf6e549e3ded4fda9c6d189fba3bfb91);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x18a24756d90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud,Grid\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "af['job.title']\n",
    "af['job.title'][   af['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])\n",
    "df_job_title = af['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title\n",
    "df_job_title.index.tolist()\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i],   \n",
    "                   df_job_title.values.tolist()[i]  )    \n",
    "                  for i in range(1,len(df_job_title.index.tolist())\n",
    "                                ) ]\n",
    "PM_title_words\n",
    "worlds = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"岗位名称词云图\"))\n",
    "    \n",
    ")\n",
    "worlds.render_notebook()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
